| | --- |
| | license: apache-2.0 |
| | configs: |
| | - config_name: pretrain_text |
| | data_files: |
| | - split: medicalBook_en |
| | path: train/pretrain/medicalBook_en_text.json |
| | - split: medicalBook_zh |
| | path: train/pretrain/medicalBook_zh_text.json |
| | - split: medicalGuideline_en |
| | path: train/pretrain/medicalGuideline_en_text.json |
| | - split: medicalPaper_en |
| | path: train/pretrain/medicalPaper_en_text.json |
| | - split: medicalPaper_es |
| | path: train/pretrain/medicalPaper_es_text.json |
| | - split: medicalPaper_fr |
| | path: train/pretrain/medicalPaper_fr_text.json |
| | - split: medicalPaper_zh |
| | path: train/pretrain/medicalPaper_zh_text.json |
| | - split: medicalWeb_en |
| | path: train/pretrain/medicalWeb_en_text.json |
| | - split: medicalWeb_es |
| | path: train/pretrain/medicalWeb_es_text.json |
| | - split: medicalWeb_zh |
| | path: train/pretrain/medicalWeb_zh_text.json |
| | - split: medicalWiki_en |
| | path: train/pretrain/medicalWiki_en_text.json |
| | - split: medicalWiki_fr |
| | path: train/pretrain/medicalWiki_fr_text.json |
| | - split: medicalWiki_hi |
| | path: train/pretrain/medicalWiki_hi_text.json |
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| | --- |
| | # Multilingual Medicine: Model, Dataset, Benchmark, Code |
| |
|
| | Covering English, Chinese, French, Hindi, Spanish, Hindi, Arabic So far |
| |
|
| |
|
| | <p align="center"> |
| | 👨🏻💻<a href="https://github.com/FreedomIntelligence/Apollo" target="_blank">Github</a> •📃 <a href="https://arxiv.org/abs/2403.03640" target="_blank">Paper</a> • 🌐 <a href="https://apollo.llmzoo.com/" target="_blank">Demo</a> • 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus" target="_blank">ApolloCorpus</a> • 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/XMedbench" target="_blank">XMedBench</a> |
| | <br> <a href="./README_zh.md"> 中文 </a> | <a href="./README.md"> English |
| | </p> |
| |
|
| |  |
| |
|
| | ## 🌈 Update |
| |
|
| | * **[2024.03.07]** [Paper](https://arxiv.org/abs/2403.03640) released. |
| | * **[2024.02.12]** <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus" target="_blank">ApolloCorpus</a> and <a href="https://huggingface.co/datasets/FreedomIntelligence/XMedbench" target="_blank">XMedBench</a> is published!🎉 |
| | * **[2024.01.23]** Apollo repo is published!🎉 |
| |
|
| |
|
| | ## Results |
| |
|
| | <a href="https://huggingface.co/FreedomIntelligence/Apollo-0.5B" target="_blank">Apollo-0.5B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-1.8B" target="_blank">Apollo-1.8B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-2B" target="_blank">Apollo-2B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-6B" target="_blank">Apollo-6B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-7B" target="_blank">Apollo-7B</a> |
| |
|
| | <details><summary>Click to expand</summary> |
| | |
| |  |
| | |
| | |
| | </details> |
| | |
| | ## Data: Huge, Diverse, Clean, Multilingual |
| |
|
| |
|
| | |
| |  |
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| | |
| | ## Usage |
| | |
| | - [Zip File](https://huggingface.co/datasets/FreedomIntelligence/Medbase_data/blob/main/Medbase_data-datasets.zip) |
| | - [Data category](https://huggingface.co/datasets/FreedomIntelligence/Medbase_data/tree/main/train) |
| | - Pretrain: |
| | - json_name: {data_source}_\{language}_\{data_type}.json |
| | - data_type: medicalBook, medicalGuideline, medicalPaper, medicalWeb(from online forum), medicalWiki |
| | - language: en(English), zh(chinese), es(spanish), fr(french), hi(Hindi) |
| | - data_type: qa(generated qa from text) |
| | - data item: |
| | - data_type==text: list of string |
| | ``` |
| | [ |
| | "string1", |
| | "string2", |
| | ... |
| | ] |
| | ``` |
| | - data_type==qa: list of qa pairs(list of string) |
| | ``` |
| | [ |
| | [ |
| | "q1", |
| | "a1", |
| | "q2", |
| | "a2", |
| | ... |
| | ], |
| | ... |
| | ] |
| | ``` |
| | |
| | - SFT: |
| | - json_name: {data_source}_{language}.json |
| | - data_type: code, general, math, medicalExam, medicalPatient |
| | - data item: list of qa pairs(list of string) |
| | ``` |
| | [ |
| | [ |
| | "q1", |
| | "a1", |
| | "q2", |
| | "a2", |
| | ... |
| | ], |
| | ... |
| | ] |
| | ``` |
| | |
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| |
|
| | ## Citation |
| |
|
| | ``` |
| | @misc{wang2024apollo, |
| | title={Apollo: Lightweight Multilingual Medical LLMs towards Democratizing Medical AI to 6B People}, |
| | author={Xidong Wang and Nuo Chen and Junyin Chen and Yan Hu and Yidong Wang and Xiangbo Wu and Anningzhe Gao and Xiang Wan and Haizhou Li and Benyou Wang}, |
| | year={2024}, |
| | eprint={2403.03640}, |
| | archivePrefix={arXiv}, |
| | primaryClass={cs.CL} |
| | } |
| | ``` |